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Chapter 17 1
Chapter 17
Thinking About Chance
Chapter 17 2
Thought Question 1
Here are two very different probability questions:• If you roll a 6-sided die and do it fairly, what is
the probability that it will land with “3” showing?• What is the probability that in your lifetime you
will travel to a foreign country other than one you have already visited?
For which question was it easier to provide a precise answer? Why? For which one could we all agree?
Chapter 17 3
Thought Question 2(from Seeing Through Statistics, 1st Edition, by J. M. Utts, p. 253)
Which of the following more closely describes what it means to say that the probability a tossed coin lands with heads up is 1/2?
• As the number of tosses increases, the fraction of heads will get closer and closer to 1/2.
• The number of heads tossed will always be close to half of the number of tosses.
Chapter 17 4
Thought Question 3
What is wrong with the following partial answer to TQ #1:
“The probability that I will eventually travel to another foreign country (or of any other particular event happening) is 1/2, because either it will happen or it won’t.”
Chapter 17 5
Thought Question 4
A news article claimed that the risk of a relapse when quitting smoking “cold turkey” is five times the risk when using a nicotine patch to quit. Assume this statistic was based on legitimate, well-conducted research. What additional information would you want about the risks before deciding which of the two methods to use to quit smoking?
Chapter 17 6
Thought Question 5
A study of past semesters shows that the relative risk of failing this class if you do not do your homework, as compared to if you do, is 13.5. What is meant by the term relative risk?
Hint: (TQ #4) The relative risk of a relapse when quitting smoking “cold turkey” as compared to using the nicotine patch is 5.
Chapter 17 7
Two Concepts of Probability
Personal-Probability Interpretation– The degree to which a given individual
believes the event in question will happen– Personal belief
Relative-Frequency Interpretation– The proportion of time the event in
question occurs over the long run– “Long-run relative frequency”
Chapter 17 8
Relative-Frequency Probabilities
Two ways to determine:– Physical assumptions
(theoretical mathematical model)
– Repeated observations (empirical results) Experience with many samples Simulation
Chapter 17 9
Relative-Frequency Probabilities: Summary Can be applied when the situation can be
repeated numerous times (conceptually) and the outcome can be observed each time.
Relative frequency (proportion of occurrences) of an outcome settles down to one value over the long run. That one value is then defined to be the probability of that outcome.
The probability cannot be used to determine whether or not the outcome will occur on a single occasion, or in a single sample (it is a long-run phenomenon).
Chapter 17 10
Personal or Relative Frequency Probabilities?
The probability that a lottery ticket will be a winner. The probability that you will get a B in this course. The probability that a randomly selected student in
one of your professor’s classes will get a B. The probability that the 7 a.m. flight from San
Francisco to New York will be on time on a randomly selected day.
The probability that the Atlanta Braves professional baseball team will win the World Series in the year 2015.
Chapter 17 11
Smoking after 8 weeks?Patch Yes No TotalNicotine 64
53.3%56
46.7%120
100%
Placebo 9680%
2420%
120100%
Risk and Relative RiskCase Study
The following table gives results for whether or not subjects were still smoking when given a nicotine patch or a placebo:
Chapter 17 12
Relative Risk Risk of continuing to smoke
– Nicotine: .533 (just the proportion from the table)
– Placebo: .800 Relative risk of continuing to smoke
when using the placebo patch compared with when using the nicotine patch is 1.5 (.800/.533 = 1.5).
The risk of continuing to smoke when using the placebo patch is 1.5 times the risk when using the nicotine patch.
Chapter 17 13
Cautions about Risk
What if the baseline risk is missing?– The relative risk means “relative” to what?
The reported risk is not necessarily your risk. – Are the subjects and the setting of the
study representative of you and your situation?
Chapter 17 14
Baseline Risk is Missing Case Study
“The youngest girls [in the study] , those aged 13 to 17, were 90 percent more likely than the women in their early 20’s to deliver prematurely.”
The relative risk was 1.9. But what is the absolute risk for women in
their 20’s which is used as the baseline?
Premature-birth Risk Found Higher for Teens (reported in the Sacramento Bee, April 27, 1995, p. A7)
Chapter 17 15
Reported Risk May Not Be Your Risk Case Study
The greater risk may be due to lack of support from the father rather than the age of the girl.
If you are a pregnant teenage girl with plenty of support from the father, this risk may not apply to you.
Premature-birth Risk Found Higher for Teens (reported in the Sacramento Bee, April 27, 1995, p. A7)
Chapter 17 16
Key Concepts
Personal probability Long-run Relative Frequency
interpretation of probability Relative Risk and cautious interpretation